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Hangqi Ren

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Preprint Aug 2026

CRS-Bench: A Reference-Relative Reliability Benchmark for Medical Image Encoders

CRS-Bench provides a controlled framework for selecting medical image encoders from multi-axis reliability profiles rather than clean-test AUROC alone, and summarizes these dimensions using the Clinical Reliability Score (CRS), a Pareto-aware, reference-relative score combining dominance, profile balance, and worst-axis performance.

Xingtao Lin, Hangqi Ren, Caiwan Sun et al. · 0 citations

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